Does Grammar Matter with Data Governance?


When individuals think about data governance one of the last things they often think about is grammar. In fact, most data stewards focus on the alpha numeric structure of their data or how the organization they work for categorizes different types of data. However, grammar is an important part of your data structure and their are a number of things you can do to implement policies and approaches in your data governance strategy to ensure that your data accounts for quality grammar.

An area that grammar is most important when applying it to data governance is when you’re considering data elements that accept open ended information from individuals entering data into your system. This scenario may allow for data entry employees to use short hand, improper grammar, or text that only they can read. This makes it difficult to gain any value from the data you’ve collected and entered into your enterprise systems.

Data Governance Tools – Grammar Checkers

One of the first things you can do when developing a data governance plan is to identify systems that allow for the open ended data input. These systems should be sure to build in a grammar check function before the data is saved into the system. This allows software to do a lot of the major checking for you and allows you to focus on other areas of your data governance plan.

If system modifications are not an option, it maybe a good idea to offer data entry training to ensure employees understand the importance of providing clear input into your data collection systems.

Grammar Strategy Development at Conferences

Another option to improve your proper grammar implementation is by developing strategies with other data stewards at the next conference you attend. Often different organizations have implemented different approaches to ensure high quality data. Be prepared to ask specifics about how other organizations implemented their strategy, what they felt were the most important lessons learned and what they’d do differently next time.

Proper Grammar = Data Quality

When your organization takes the time insure that the data entered into its systems are grammatically correct they are also making sure that they are prepared for future use and analysis of that data. This is always most easily identified when historic data is accessed for analysis and quality data will be much more useful for future business decisions.

Data Governance Tools


As with any kind of industry, it is extremely critical for every business owner to be able to manage data efficiently and effectively. Data governance tools play a critical role in the organization because of its ability to help cut back on labor and eradicating manual processes through the use of integrated computer and software applications.

Contrary to popular belief, data governance has been around for the past few decades. It is only but recently that more people have begun to appreciate what it can bring to their business. Because of the threat of recession and budget losses, company owners have really taken the effort to find ways on how to improve on business results. Data governance used to be an option, but it was not necessarily always the first choice to consider. This was because it was very expensive to avail of data governance services in the past. Today, this type of application is now very easy to use and will be applicable in any part of the region.

If you are still confused about the tools that you can use to aid in data governance, one of the most basic examples would be the automation of specific processes. One classic example would be invoice processing. Being able to generate bills for your customers and clients in a more effective way does not only eliminate the need for more staff to do manual work. It also decreases the chances of error because of the use of a computerized application system. Data gathering is also one advantage that is brought about by these data governance tools. All you need is a specific point of contact that can look after the maintenance of these resources and you are good to go.

Do not be deceived by those advisors who will tell you that data governance will not be a good investment. Read more about these tools and you can surely enjoy the benefits of faster, better and more efficient processes!